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deepmind.google·6d ago
AI Engineering
Lobsters·15d ago·5 min read
30 to 70 PRs a Day: How We Managed to Not Wreck Our Systems
TL;DR
Honeycomb aimed to double its engineering productivity within a year while maintaining system stability. They implemented a structured approach to manage 30 to 70 pull requests (PRs) daily.
✦ Why It Matters
Implement observability tools today to better manage your codebase and maintain system stability during rapid development.
Key Takeaways
- Implement robust systems design to manage increased code changes.
- Focus on high-autonomy practices to maximize AI benefits.
- Monitor incident rates alongside throughput to maintain quality.
- Encourage delegation among engineers to leverage AI tools effectively.
How It Works
The integration of AI tools like Claude Code allowed engineers to co-write and review code more efficiently. By shifting from close supervision to delegation, engineers could focus on higher-level tasks while AI handled routine coding, leading to increased throughput.